Predictive Modeling of Player Drop-Off Using Ensemble Machine Learning Techniques
Martha Perry 2025-02-09

Predictive Modeling of Player Drop-Off Using Ensemble Machine Learning Techniques

Thanks to Martha Perry for contributing the article "Predictive Modeling of Player Drop-Off Using Ensemble Machine Learning Techniques".

Predictive Modeling of Player Drop-Off Using Ensemble Machine Learning Techniques

This study analyzes the psychological effects of competitive mechanics in mobile games, focusing on how competition influences player motivation, achievement, and social interaction. The research examines how competitive elements, such as leaderboards, tournaments, and player-vs-player (PvP) modes, drive player engagement and foster a sense of accomplishment. Drawing on motivation theory, social comparison theory, and achievement goal theory, the paper explores how different types of competition—intrinsic vs. extrinsic, cooperative vs. adversarial—affect player behavior and satisfaction. The study also investigates the potential negative effects of competitive play, such as stress, frustration, and toxic behavior, offering recommendations for designing healthy, fair, and inclusive competitive environments in mobile games.

This paper examines the integration of artificial intelligence (AI) in the design of mobile games, focusing on how AI enables adaptive game mechanics that adjust to a player’s behavior. The research explores how machine learning algorithms personalize game difficulty, enhance NPC interactions, and create procedurally generated content. It also addresses challenges in ensuring that AI-driven systems maintain fairness and avoid reinforcing harmful stereotypes.

This study investigates how mobile games can encourage physical activity among players, focusing on games that incorporate movement and exercise. It evaluates the effectiveness of these games in promoting health and fitness.

Gamification extends beyond entertainment, infiltrating sectors such as marketing, education, and workplace training with game-inspired elements such as leaderboards, achievements, and rewards systems. By leveraging gamified strategies, businesses enhance user engagement, foster motivation, and drive desired behaviors, harnessing the power of play to achieve tangible goals and outcomes.

This study examines the ethical implications of data collection practices in mobile games, focusing on how player data is used to personalize experiences, target advertisements, and influence in-game purchases. The research investigates the risks associated with data privacy violations, surveillance, and the exploitation of vulnerable players, particularly minors and those with addictive tendencies. By drawing on ethical frameworks from information technology ethics, the paper discusses the ethical responsibilities of game developers in balancing data-driven business models with player privacy. It also proposes guidelines for designing mobile games that prioritize user consent, transparency, and data protection.

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